Overview

Brought to you by YData

Dataset statistics

Number of variables	28
Number of observations	44256
Missing cells	289474
Missing cells (%)	23.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.5 MiB
Average record size in memory	224.0 B

Variable types

Numeric	18
Text	1
Categorical	7
Unsupported	2

Alerts

`city_name` has constant value "Toronto"	Constant
`lat` has constant value "43.653226"	Constant
`lon` has constant value "-79.383184"	Constant
`clouds_all` is highly overall correlated with `weather_description` and 1 other fields	High correlation
`dew_point` is highly overall correlated with `feels_like` and 4 other fields	High correlation
`feels_like` is highly overall correlated with `dew_point` and 4 other fields	High correlation
`humidity` is highly overall correlated with `rain_3h` and 1 other fields	High correlation
`rain_1h` is highly overall correlated with `rain_3h` and 1 other fields	High correlation
`rain_3h` is highly overall correlated with `humidity` and 1 other fields	High correlation
`snow_1h` is highly overall correlated with `snow_3h` and 1 other fields	High correlation
`snow_3h` is highly overall correlated with `humidity` and 4 other fields	High correlation
`temp` is highly overall correlated with `dew_point` and 4 other fields	High correlation
`temp_max` is highly overall correlated with `dew_point` and 4 other fields	High correlation
`temp_min` is highly overall correlated with `dew_point` and 4 other fields	High correlation
`timezone` is highly overall correlated with `dew_point` and 4 other fields	High correlation
`weather_description` is highly overall correlated with `clouds_all` and 4 other fields	High correlation
`weather_icon` is highly overall correlated with `clouds_all` and 3 other fields	High correlation
`weather_id` is highly overall correlated with `rain_1h` and 5 other fields	High correlation
`weather_main` is highly overall correlated with `snow_3h` and 3 other fields	High correlation
`wind_gust` is highly overall correlated with `wind_speed`	High correlation
`wind_speed` is highly overall correlated with `wind_gust`	High correlation
`visibility` has 9162 (20.7%) missing values	Missing
`sea_level` has 44256 (100.0%) missing values	Missing
`grnd_level` has 44256 (100.0%) missing values	Missing
`wind_gust` has 23716 (53.6%) missing values	Missing
`rain_1h` has 36961 (83.5%) missing values	Missing
`rain_3h` has 43924 (99.2%) missing values	Missing
`snow_1h` has 42993 (97.1%) missing values	Missing
`snow_3h` has 44206 (99.9%) missing values	Missing
`dt` is uniformly distributed	Uniform
`sea_level` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`grnd_level` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`wind_speed` has 530 (1.2%) zeros	Zeros
`wind_deg` has 1514 (3.4%) zeros	Zeros
`wind_gust` has 2343 (5.3%) zeros	Zeros
`clouds_all` has 12685 (28.7%) zeros	Zeros

Reproduction

Analysis started	2024-10-20 01:25:50.375905
Analysis finished	2024-10-20 01:26:04.962869
Duration	14.59 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

dt
Real number (ℝ)

Uniform

Distinct	43104
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6265355 × 10⁹

Minimum	1.5488928 × 10⁹
Maximum	1.7040636 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	1.5488928 × 10⁹
5-th percentile	1.5565851 × 10⁹
Q1	1.5873903 × 10⁹
median	1.6265754 × 10⁹
Q3	1.6657461 × 10⁹
95-th percentile	1.6965081 × 10⁹
Maximum	1.7040636 × 10⁹
Range	1.551708 × 10⁸
Interquartile range (IQR)	78355800

Descriptive statistics

Standard deviation	44942076
Coefficient of variation (CV)	0.027630554
Kurtosis	-1.2071806
Mean	1.6265355 × 10⁹
Median Absolute Deviation (MAD)	39178800
Skewness	-0.00069374225
Sum	7.1983954 × 10¹³
Variance	2.0197902 × 10¹⁵
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1676595600	3	< 0.1%
1626400800	3	< 0.1%
1609848000	3	< 0.1%
1692939600	3	< 0.1%
1631084400	3	< 0.1%
1550718000	3	< 0.1%
1582027200	3	< 0.1%
1550721600	3	< 0.1%
1689242400	3	< 0.1%
1692932400	3	< 0.1%
Other values (43094)	44226	99.9%

Value	Count	Frequency (%)
1548892800	1	< 0.1%
1548896400	1	< 0.1%
1548900000	1	< 0.1%
1548903600	1	< 0.1%
1548907200	1	< 0.1%
1548910800	1	< 0.1%
1548914400	1	< 0.1%
1548918000	1	< 0.1%
1548921600	1	< 0.1%
1548925200	1	< 0.1%

Value	Count	Frequency (%)
1704063600	2	< 0.1%
1704060000	2	< 0.1%
1704056400	1	< 0.1%
1704052800	2	< 0.1%
1704049200	2	< 0.1%
1704045600	1	< 0.1%
1704042000	1	< 0.1%
1704038400	1	< 0.1%
1704034800	1	< 0.1%
1704031200	1	< 0.1%

dt_iso
Text

Distinct	43104
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

Length

Max length	29
Median length	29
Mean length	29
Min length	29

Characters and Unicode

Total characters	1283424
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	41983 ?
Unique (%)	94.9%

Sample

1st row	2019-01-31 00:00:00 +0000 UTC
2nd row	2019-01-31 01:00:00 +0000 UTC
3rd row	2019-01-31 02:00:00 +0000 UTC
4th row	2019-01-31 03:00:00 +0000 UTC
5th row	2019-01-31 04:00:00 +0000 UTC

Value	Count	Frequency (%)
0000	44256	25.0%
utc	44256	25.0%
11:00:00	1853	1.0%
09:00:00	1852	1.0%
12:00:00	1852	1.0%
08:00:00	1852	1.0%
02:00:00	1851	1.0%
10:00:00	1850	1.0%
18:00:00	1848	1.0%
19:00:00	1847	1.0%
Other values (1812)	73707	41.6%

Most occurring characters

Value	Count	Frequency (%)
0	485221	37.8%
	132768	10.3%
2	128329	10.0%
-	88512	6.9%
:	88512	6.9%
1	79230	6.2%
U	44256	3.4%
C	44256	3.4%
T	44256	3.4%
+	44256	3.4%
Other values (7)	103828	8.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1283424	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	485221	37.8%
	132768	10.3%
2	128329	10.0%
-	88512	6.9%
:	88512	6.9%
1	79230	6.2%
U	44256	3.4%
C	44256	3.4%
T	44256	3.4%
+	44256	3.4%
Other values (7)	103828	8.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1283424	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	485221	37.8%
	132768	10.3%
2	128329	10.0%
-	88512	6.9%
:	88512	6.9%
1	79230	6.2%
U	44256	3.4%
C	44256	3.4%
T	44256	3.4%
+	44256	3.4%
Other values (7)	103828	8.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1283424	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	485221	37.8%
	132768	10.3%
2	128329	10.0%
-	88512	6.9%
:	88512	6.9%
1	79230	6.2%
U	44256	3.4%
C	44256	3.4%
T	44256	3.4%
+	44256	3.4%
Other values (7)	103828	8.1%

timezone
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

-14400	29146
-18000	15110

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	265536
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-18000
2nd row	-18000
3rd row	-18000
4th row	-18000
5th row	-18000

Common Values

Value	Count	Frequency (%)
-14400	29146	65.9%
-18000	15110	34.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14400	29146	65.9%
18000	15110	34.1%

Most occurring characters

Value	Count	Frequency (%)
0	103622	39.0%
4	58292	22.0%
-	44256	16.7%
1	44256	16.7%
8	15110	5.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	265536	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	103622	39.0%
4	58292	22.0%
-	44256	16.7%
1	44256	16.7%
8	15110	5.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	265536	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	103622	39.0%
4	58292	22.0%
-	44256	16.7%
1	44256	16.7%
8	15110	5.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	265536	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	103622	39.0%
4	58292	22.0%
-	44256	16.7%
1	44256	16.7%
8	15110	5.7%

city_name
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

Toronto	44256

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	309792
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Toronto
2nd row	Toronto
3rd row	Toronto
4th row	Toronto
5th row	Toronto

Common Values

Value	Count	Frequency (%)
Toronto	44256	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
toronto	44256	100.0%

Most occurring characters

Value	Count	Frequency (%)
o	132768	42.9%
T	44256	14.3%
r	44256	14.3%
n	44256	14.3%
t	44256	14.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	309792	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	132768	42.9%
T	44256	14.3%
r	44256	14.3%
n	44256	14.3%
t	44256	14.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	309792	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	132768	42.9%
T	44256	14.3%
r	44256	14.3%
n	44256	14.3%
t	44256	14.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	309792	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	132768	42.9%
T	44256	14.3%
r	44256	14.3%
n	44256	14.3%
t	44256	14.3%

lat
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

43.653226	44256

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	398304
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	43.653226
2nd row	43.653226
3rd row	43.653226
4th row	43.653226
5th row	43.653226

Common Values

Value	Count	Frequency (%)
43.653226	44256	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
43.653226	44256	100.0%

Most occurring characters

Value	Count	Frequency (%)
3	88512	22.2%
6	88512	22.2%
2	88512	22.2%
4	44256	11.1%
.	44256	11.1%
5	44256	11.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	398304	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	88512	22.2%
6	88512	22.2%
2	88512	22.2%
4	44256	11.1%
.	44256	11.1%
5	44256	11.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	398304	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	88512	22.2%
6	88512	22.2%
2	88512	22.2%
4	44256	11.1%
.	44256	11.1%
5	44256	11.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	398304	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	88512	22.2%
6	88512	22.2%
2	88512	22.2%
4	44256	11.1%
.	44256	11.1%
5	44256	11.1%

lon
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

-79.383184	44256

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	442560
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-79.383184
2nd row	-79.383184
3rd row	-79.383184
4th row	-79.383184
5th row	-79.383184

Common Values

Value	Count	Frequency (%)
-79.383184	44256	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
79.383184	44256	100.0%

Most occurring characters

Value	Count	Frequency (%)
3	88512	20.0%
8	88512	20.0%
-	44256	10.0%
7	44256	10.0%
9	44256	10.0%
.	44256	10.0%
1	44256	10.0%
4	44256	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	442560	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	88512	20.0%
8	88512	20.0%
-	44256	10.0%
7	44256	10.0%
9	44256	10.0%
.	44256	10.0%
1	44256	10.0%
4	44256	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	442560	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	88512	20.0%
8	88512	20.0%
-	44256	10.0%
7	44256	10.0%
9	44256	10.0%
.	44256	10.0%
1	44256	10.0%
4	44256	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	442560	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	88512	20.0%
8	88512	20.0%
-	44256	10.0%
7	44256	10.0%
9	44256	10.0%
.	44256	10.0%
1	44256	10.0%
4	44256	10.0%

temp
Real number (ℝ)

High correlation

Distinct	4553
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.28196

Minimum	-20.54
Maximum	34.77
Zeros	23
Zeros (%)	0.1%
Negative	6921
Negative (%)	15.6%
Memory size	345.9 KiB

Quantile statistics

Minimum	-20.54
5-th percentile	-5.34
Q1	2.24
median	9.7
Q3	19.04
95-th percentile	25.66
Maximum	34.77
Range	55.31
Interquartile range (IQR)	16.8

Descriptive statistics

Standard deviation	10.00777
Coefficient of variation (CV)	0.97333296
Kurtosis	-0.85518712
Mean	10.28196
Median Absolute Deviation (MAD)	8.2
Skewness	-0.050281446
Sum	455038.41
Variance	100.15547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03	44	0.1%
1.02	44	0.1%
1.87	42	0.1%
0.95	41	0.1%
1.97	40	0.1%
0.83	39	0.1%
2.03	38	0.1%
1.8	38	0.1%
1.83	37	0.1%
1.86	37	0.1%
Other values (4543)	43856	99.1%

Value	Count	Frequency (%)
-20.54	1	< 0.1%
-20.39	1	< 0.1%
-20.38	1	< 0.1%
-20.35	1	< 0.1%
-20.28	1	< 0.1%
-20.25	1	< 0.1%
-20.24	1	< 0.1%
-20.21	1	< 0.1%
-20.07	1	< 0.1%
-19.99	1	< 0.1%

Value	Count	Frequency (%)
34.77	1	< 0.1%
34.62	1	< 0.1%
34.47	1	< 0.1%
34.35	1	< 0.1%
34.28	1	< 0.1%
34	1	< 0.1%
33.94	1	< 0.1%
33.91	1	< 0.1%
33.87	1	< 0.1%
33.86	1	< 0.1%

visibility
Real number (ℝ)

Missing

Distinct	396
Distinct (%)	1.1%
Missing	9162
Missing (%)	20.7%
Infinite	0
Infinite (%)	0.0%
Mean	8884.1324

Minimum	1
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2816
Q1	10000
median	10000
Q3	10000
95-th percentile	10000
Maximum	10000
Range	9999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2468.8338
Coefficient of variation (CV)	0.27789251
Kurtosis	3.6614694
Mean	8884.1324
Median Absolute Deviation (MAD)	0
Skewness	-2.2063055
Sum	3.1177974 × 10⁸
Variance	6095140.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27245	61.6%
9656	512	1.2%
4828	489	1.1%
8047	437	1.0%
6437	370	0.8%
4023	154	0.3%
3219	111	0.3%
402	99	0.2%
2816	96	0.2%
8046	85	0.2%
Other values (386)	5496	12.4%
(Missing)	9162	20.7%

Value	Count	Frequency (%)
1	39	0.1%
2	26	0.1%
3	27	0.1%
4	23	0.1%
5	20	< 0.1%
6	16	< 0.1%
7	12	< 0.1%
8	7	< 0.1%
9	11	< 0.1%
10	7	< 0.1%

Value	Count	Frequency (%)
10000	27245	61.6%
9656	512	1.2%
9000	2	< 0.1%
8086	1	< 0.1%
8081	1	< 0.1%
8071	1	< 0.1%
8070	1	< 0.1%
8066	1	< 0.1%
8064	5	< 0.1%
8061	2	< 0.1%

dew_point
Real number (ℝ)

High correlation

Distinct	4226
Distinct (%)	9.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7343538

Minimum	-26.69
Maximum	24.49
Zeros	22
Zeros (%)	< 0.1%
Negative	15057
Negative (%)	34.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	-26.69
5-th percentile	-10.6625
Q1	-2.06
median	4.2
Q3	12.69
95-th percentile	19.14
Maximum	24.49
Range	51.18
Interquartile range (IQR)	14.75

Descriptive statistics

Standard deviation	9.3186992
Coefficient of variation (CV)	1.9683149
Kurtosis	-0.69015364
Mean	4.7343538
Median Absolute Deviation (MAD)	7.24
Skewness	-0.13907448
Sum	209523.56
Variance	86.838154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.07	35	0.1%
-0.31	35	0.1%
1.39	34	0.1%
-1.31	33	0.1%
0.51	31	0.1%
2.95	31	0.1%
-0.93	31	0.1%
1.52	30	0.1%
1.62	30	0.1%
1.79	30	0.1%
Other values (4216)	43936	99.3%

Value	Count	Frequency (%)
-26.69	1	< 0.1%
-26.53	1	< 0.1%
-26.28	1	< 0.1%
-26.27	1	< 0.1%
-26.14	1	< 0.1%
-26.1	1	< 0.1%
-26.07	1	< 0.1%
-26.04	1	< 0.1%
-25.95	1	< 0.1%
-25.83	1	< 0.1%

Value	Count	Frequency (%)
24.49	1	< 0.1%
24.24	1	< 0.1%
24.06	2	< 0.1%
24.05	1	< 0.1%
23.9	1	< 0.1%
23.81	1	< 0.1%
23.72	1	< 0.1%
23.68	2	< 0.1%
23.64	1	< 0.1%
23.62	1	< 0.1%

feels_like
Real number (ℝ)

High correlation

Distinct	5336
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0260855

Minimum	-27.54
Maximum	37.67
Zeros	16
Zeros (%)	< 0.1%
Negative	13864
Negative (%)	31.3%
Memory size	345.9 KiB

Quantile statistics

Minimum	-27.54
5-th percentile	-11.56
Q1	-2.05
median	8.425
Q3	18.83
95-th percentile	25.8525
Maximum	37.67
Range	65.21
Interquartile range (IQR)	20.88

Descriptive statistics

Standard deviation	12.203441
Coefficient of variation (CV)	1.5204724
Kurtosis	-0.96220163
Mean	8.0260855
Median Absolute Deviation (MAD)	10.435
Skewness	-0.11635359
Sum	355202.44
Variance	148.92398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.01	29	0.1%
-3.5	28	0.1%
21.89	27	0.1%
-4.97	26	0.1%
19.72	26	0.1%
21.27	26	0.1%
-5.17	26	0.1%
-2.37	25	0.1%
-1.95	25	0.1%
-4.1	25	0.1%
Other values (5326)	43993	99.4%

Value	Count	Frequency (%)
-27.54	1	< 0.1%
-27.39	1	< 0.1%
-27.38	1	< 0.1%
-27.35	1	< 0.1%
-27.28	1	< 0.1%
-27.24	1	< 0.1%
-27.21	1	< 0.1%
-27.18	1	< 0.1%
-27.07	1	< 0.1%
-26.99	1	< 0.1%

Value	Count	Frequency (%)
37.67	1	< 0.1%
36.85	1	< 0.1%
36.82	1	< 0.1%
36.56	1	< 0.1%
36.52	1	< 0.1%
36.37	1	< 0.1%
36.35	1	< 0.1%
36.1	1	< 0.1%
36.05	1	< 0.1%
36.03	2	< 0.1%

temp_min
Real number (ℝ)

High correlation

Distinct	1448
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.2571719

Minimum	-23.12
Maximum	34.02
Zeros	0
Zeros (%)	0.0%
Negative	8613
Negative (%)	19.5%
Memory size	345.9 KiB

Quantile statistics

Minimum	-23.12
5-th percentile	-6.68
Q1	1.32
median	8.59
Q3	17.91
95-th percentile	24.7
Maximum	34.02
Range	57.14
Interquartile range (IQR)	16.59

Descriptive statistics

Standard deviation	10.051613
Coefficient of variation (CV)	1.085819
Kurtosis	-0.81764144
Mean	9.2571719
Median Absolute Deviation (MAD)	8.12
Skewness	-0.063775913
Sum	409685.4
Variance	101.03493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.55	359	0.8%
4.89	319	0.7%
19.89	295	0.7%
0.47	290	0.7%
5.89	288	0.7%
2.55	287	0.6%
1.32	267	0.6%
20.89	266	0.6%
6.89	266	0.6%
21.89	265	0.6%
Other values (1438)	41354	93.4%

Value	Count	Frequency (%)
-23.12	2	< 0.1%
-22.57	1	< 0.1%
-22.45	1	< 0.1%
-22.24	1	< 0.1%
-22.15	1	< 0.1%
-22.01	1	< 0.1%
-21.46	1	< 0.1%
-21.45	5	< 0.1%
-21.2	1	< 0.1%
-21.13	1	< 0.1%

Value	Count	Frequency (%)
34.02	1	< 0.1%
33.96	1	< 0.1%
33.89	1	< 0.1%
33.82	1	< 0.1%
33.41	1	< 0.1%
33.27	1	< 0.1%
33.25	1	< 0.1%
32.89	1	< 0.1%
32.76	3	< 0.1%
32.71	2	< 0.1%

temp_max
Real number (ℝ)

High correlation

Distinct	1494
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.170995

Minimum	-20.07
Maximum	35.56
Zeros	0
Zeros (%)	0.0%
Negative	6025
Negative (%)	13.6%
Memory size	345.9 KiB

Quantile statistics

Minimum	-20.07
5-th percentile	-4.85
Q1	2.93
median	10.56
Q3	20.07
95-th percentile	27.14
Maximum	35.56
Range	55.63
Interquartile range (IQR)	17.14

Descriptive statistics

Standard deviation	10.27712
Coefficient of variation (CV)	0.91998248
Kurtosis	-0.86548756
Mean	11.170995
Median Absolute Deviation (MAD)	8.41
Skewness	-0.032832508
Sum	494383.55
Variance	105.61919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.15	583	1.3%
3.15	568	1.3%
5.15	507	1.1%
1.15	502	1.1%
0.15	464	1.0%
2.15	439	1.0%
-0.85	342	0.8%
9.15	342	0.8%
8.15	310	0.7%
10.15	296	0.7%
Other values (1484)	39903	90.2%

Value	Count	Frequency (%)
-20.07	4	< 0.1%
-19.93	1	< 0.1%
-19.85	2	< 0.1%
-19.73	1	< 0.1%
-19.45	1	< 0.1%
-19.32	4	< 0.1%
-19.07	5	< 0.1%
-18.94	1	< 0.1%
-18.85	1	< 0.1%
-18.81	2	< 0.1%

Value	Count	Frequency (%)
35.56	1	< 0.1%
35.55	2	< 0.1%
35.26	1	< 0.1%
35.15	2	< 0.1%
34.7	1	< 0.1%
34.56	6	< 0.1%
34.55	3	< 0.1%
34.52	1	< 0.1%
34.36	2	< 0.1%
34.15	5	< 0.1%

pressure
Real number (ℝ)

Distinct	67
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1016.0306

Minimum	981
Maximum	1048
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	981
5-th percentile	1003
Q1	1011
median	1016
Q3	1021
95-th percentile	1029
Maximum	1048
Range	67
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.0384127
Coefficient of variation (CV)	0.0079115853
Kurtosis	0.27384373
Mean	1016.0306
Median Absolute Deviation (MAD)	5
Skewness	-0.020865686
Sum	44965450
Variance	64.616079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1016	2374	5.4%
1017	2348	5.3%
1015	2243	5.1%
1018	2226	5.0%
1014	2212	5.0%
1013	2155	4.9%
1012	2136	4.8%
1019	2096	4.7%
1011	1933	4.4%
1020	1801	4.1%
Other values (57)	22732	51.4%

Value	Count	Frequency (%)
981	3	< 0.1%
982	2	< 0.1%
984	4	< 0.1%
985	2	< 0.1%
986	14	< 0.1%
987	8	< 0.1%
988	11	< 0.1%
989	15	< 0.1%
990	26	0.1%
991	21	< 0.1%

Value	Count	Frequency (%)
1048	3	< 0.1%
1047	3	< 0.1%
1046	1	< 0.1%
1045	2	< 0.1%
1044	2	< 0.1%
1043	7	< 0.1%
1042	14	< 0.1%
1041	22	< 0.1%
1040	31	0.1%
1039	40	0.1%

sea_level
Unsupported

Missing Rejected Unsupported

Missing	44256
Missing (%)	100.0%
Memory size	345.9 KiB

grnd_level
Unsupported

Missing Rejected Unsupported

Missing	44256
Missing (%)	100.0%
Memory size	345.9 KiB

humidity
Real number (ℝ)

High correlation

Distinct	86
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.858482

Minimum	15
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	15
5-th percentile	41
Q1	59
median	71
Q3	82
95-th percentile	93
Maximum	100
Range	85
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	15.880898
Coefficient of variation (CV)	0.22732956
Kurtosis	-0.36672329
Mean	69.858482
Median Absolute Deviation (MAD)	11
Skewness	-0.43961878
Sum	3091657
Variance	252.20293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	1133	2.6%
69	1106	2.5%
72	1105	2.5%
71	1078	2.4%
74	1077	2.4%
73	1061	2.4%
66	1015	2.3%
67	1014	2.3%
76	1001	2.3%
77	997	2.3%
Other values (76)	33669	76.1%

Value	Count	Frequency (%)
15	1	< 0.1%
16	4	< 0.1%
17	4	< 0.1%
18	3	< 0.1%
19	5	< 0.1%
20	2	< 0.1%
21	8	< 0.1%
22	10	< 0.1%
23	14	< 0.1%
24	26	0.1%

Value	Count	Frequency (%)
100	5	< 0.1%
99	11	< 0.1%
98	68	0.2%
97	182	0.4%
96	418	0.9%
95	561	1.3%
94	761	1.7%
93	818	1.8%
92	750	1.7%
91	755	1.7%

wind_speed
Real number (ℝ)

High correlation Zeros

Distinct	585
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4245982

Minimum	0
Maximum	21.6
Zeros	530
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.89
Q1	2.1
median	3.6
Q3	6.2
95-th percentile	10.29
Maximum	21.6
Range	21.6
Interquartile range (IQR)	4.1

Descriptive statistics

Standard deviation	2.9817007
Coefficient of variation (CV)	0.67389186
Kurtosis	0.805581
Mean	4.4245982
Median Absolute Deviation (MAD)	2.06
Skewness	0.95731719
Sum	195815.02
Variance	8.8905393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.6	2709	6.1%
4.12	1653	3.7%
0.89	1630	3.7%
1.34	1618	3.7%
4.63	1544	3.5%
5.14	1488	3.4%
7.2	1442	3.3%
0.45	1426	3.2%
3.1	1323	3.0%
3.09	1213	2.7%
Other values (575)	28210	63.7%

Value	Count	Frequency (%)
0	530	1.2%
0.07	1	< 0.1%
0.11	3	< 0.1%
0.14	1	< 0.1%
0.17	2	< 0.1%
0.18	1	< 0.1%
0.19	2	< 0.1%
0.2	2	< 0.1%
0.24	1	< 0.1%
0.25	1	< 0.1%

Value	Count	Frequency (%)
21.6	1	< 0.1%
20.06	1	< 0.1%
19.55	1	< 0.1%
19.03	2	< 0.1%
19	3	< 0.1%
18.52	1	< 0.1%
18.5	2	< 0.1%
18.01	4	< 0.1%
17.5	4	< 0.1%
17.49	8	< 0.1%

wind_deg
Real number (ℝ)

Zeros

Distinct	361
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195.73529

Minimum	0
Maximum	360
Zeros	1514
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0
5-th percentile	20
Q1	80
median	221
Q3	290
95-th percentile	333
Maximum	360
Range	360
Interquartile range (IQR)	210

Descriptive statistics

Standard deviation	105.84824
Coefficient of variation (CV)	0.54077237
Kurtosis	-1.291785
Mean	195.73529
Median Absolute Deviation (MAD)	89
Skewness	-0.30372083
Sum	8662461
Variance	11203.849
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	2430	5.5%
60	2423	5.5%
320	1963	4.4%
310	1760	4.0%
300	1689	3.8%
270	1659	3.7%
290	1605	3.6%
80	1597	3.6%
280	1592	3.6%
0	1514	3.4%
Other values (351)	26024	58.8%

Value	Count	Frequency (%)
0	1514	3.4%
1	25	0.1%
2	14	< 0.1%
3	13	< 0.1%
4	17	< 0.1%
5	45	0.1%
6	15	< 0.1%
7	11	< 0.1%
8	17	< 0.1%
9	18	< 0.1%

Value	Count	Frequency (%)
360	339	0.8%
359	12	< 0.1%
358	25	0.1%
357	27	0.1%
356	17	< 0.1%
355	57	0.1%
354	24	0.1%
353	18	< 0.1%
352	31	0.1%
351	27	0.1%

wind_gust
Real number (ℝ)

High correlation Missing Zeros

Distinct	116
Distinct (%)	0.6%
Missing	23716
Missing (%)	53.6%
Infinite	0
Infinite (%)	0.0%
Mean	7.7362381

Minimum	0
Maximum	32.9
Zeros	2343
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.58
median	8.23
Q3	11.32
95-th percentile	15.95
Maximum	32.9
Range	32.9
Interquartile range (IQR)	7.74

Descriptive statistics

Standard deviation	4.9787839
Coefficient of variation (CV)	0.64356653
Kurtosis	-0.6260404
Mean	7.7362381
Median Absolute Deviation (MAD)	3.76
Skewness	0.11941652
Sum	158902.33
Variance	24.788289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2343	5.3%
7.72	822	1.9%
10.8	817	1.8%
5.36	665	1.5%
3.58	640	1.4%
8.23	611	1.4%
1.34	606	1.4%
3.13	592	1.3%
4.02	576	1.3%
10.29	573	1.3%
Other values (106)	12295	27.8%
(Missing)	23716	53.6%

Value	Count	Frequency (%)
0	2343	5.3%
0.45	16	< 0.1%
0.89	253	0.6%
1.34	606	1.4%
1.79	199	0.4%
2.24	410	0.9%
2.68	512	1.2%
3.13	592	1.3%
3.58	640	1.4%
4.02	576	1.3%

Value	Count	Frequency (%)
32.9	1	< 0.1%
25.72	2	< 0.1%
25.21	2	< 0.1%
25.2	1	< 0.1%
24.69	1	< 0.1%
24.2	3	< 0.1%
24.18	2	< 0.1%
23.66	2	< 0.1%
23.2	1	< 0.1%
23.15	1	< 0.1%

rain_1h
Real number (ℝ)

High correlation Missing

Distinct	446
Distinct (%)	6.1%
Missing	36961
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.97335298

Minimum	0.1
Maximum	28.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.13
Q1	0.25
median	0.5
Q3	1.02
95-th percentile	3.403
Maximum	28.7
Range	28.6
Interquartile range (IQR)	0.77

Descriptive statistics

Standard deviation	1.5535062
Coefficient of variation (CV)	1.5960358
Kurtosis	44.146918
Mean	0.97335298
Median Absolute Deviation (MAD)	0.27
Skewness	5.192797
Sum	7100.61
Variance	2.4133814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25	1276	2.9%
0.51	628	1.4%
0.23	341	0.8%
0.76	165	0.4%
0.28	160	0.4%
1.02	143	0.3%
0.38	143	0.3%
0.1	120	0.3%
0.11	104	0.2%
0.12	104	0.2%
Other values (436)	4111	9.3%
(Missing)	36961	83.5%

Value	Count	Frequency (%)
0.1	120	0.3%
0.11	104	0.2%
0.12	104	0.2%
0.13	91	0.2%
0.14	84	0.2%
0.15	66	0.1%
0.16	58	0.1%
0.17	60	0.1%
0.18	67	0.2%
0.19	62	0.1%

Value	Count	Frequency (%)
28.7	1	< 0.1%
24.89	1	< 0.1%
17.78	2	< 0.1%
15.41	1	< 0.1%
15.12	2	< 0.1%
14.48	2	< 0.1%
14.23	1	< 0.1%
14.05	1	< 0.1%
13.97	1	< 0.1%
13.12	2	< 0.1%

rain_3h
Real number (ℝ)

High correlation Missing

Distinct	23
Distinct (%)	6.9%
Missing	43924
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.8716867

Minimum	0.2
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.2
Q1	0.3
median	0.6
Q3	2
95-th percentile	7
Maximum	21
Range	20.8
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	3.2506536
Coefficient of variation (CV)	1.7367509
Kurtosis	15.880637
Mean	1.8716867
Median Absolute Deviation (MAD)	0.4
Skewness	3.6397349
Sum	621.4
Variance	10.566749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0.2	73	0.2%
0.5	34	0.1%
0.3	32	0.1%
3	25	0.1%
0.7	24	0.1%
2	23	0.1%
0.4	23	0.1%
1	18	< 0.1%
0.6	13	< 0.1%
4	11	< 0.1%
Other values (13)	56	0.1%
(Missing)	43924	99.2%

Value	Count	Frequency (%)
0.2	73	0.2%
0.3	32	0.1%
0.4	23	0.1%
0.5	34	0.1%
0.6	13	< 0.1%
0.7	24	0.1%
0.8	9	< 0.1%
0.9	8	< 0.1%
1	18	< 0.1%
2	23	0.1%

Value	Count	Frequency (%)
21	2	< 0.1%
20	3	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
10	4	< 0.1%
9	2	< 0.1%
8	1	< 0.1%
7	5	< 0.1%
6	10	< 0.1%

snow_1h
Real number (ℝ)

High correlation Missing

Distinct	124
Distinct (%)	9.8%
Missing	42993
Missing (%)	97.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.53068884

Minimum	0.1
Maximum	11.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.11
Q1	0.2
median	0.26
Q3	0.51
95-th percentile	1.74
Maximum	11.18
Range	11.08
Interquartile range (IQR)	0.31

Descriptive statistics

Standard deviation	0.79376657
Coefficient of variation (CV)	1.4957288
Kurtosis	62.671518
Mean	0.53068884
Median Absolute Deviation (MAD)	0.13
Skewness	6.511843
Sum	670.26
Variance	0.63006537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25	176	0.4%
0.51	138	0.3%
0.23	76	0.2%
0.2	56	0.1%
0.1	53	0.1%
0.28	40	0.1%
0.11	38	0.1%
0.12	37	0.1%
0.13	31	0.1%
0.76	30	0.1%
Other values (114)	588	1.3%
(Missing)	42993	97.1%

Value	Count	Frequency (%)
0.1	53	0.1%
0.11	38	0.1%
0.12	37	0.1%
0.13	31	0.1%
0.14	26	0.1%
0.15	20	< 0.1%
0.16	27	0.1%
0.17	19	< 0.1%
0.18	18	< 0.1%
0.19	12	< 0.1%

Value	Count	Frequency (%)
11.18	1	< 0.1%
9.91	1	< 0.1%
8.89	1	< 0.1%
7.37	2	< 0.1%
6.1	1	< 0.1%
4.57	1	< 0.1%
4.32	1	< 0.1%
4.1	1	< 0.1%
4.06	1	< 0.1%
3.81	2	< 0.1%

snow_3h
Real number (ℝ)

High correlation Missing

Distinct	13
Distinct (%)	26.0%
Missing	44206
Missing (%)	99.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.3

Minimum	0.2
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.2
Q1	0.4
median	0.85
Q3	1.75
95-th percentile	5.1
Maximum	6
Range	5.8
Interquartile range (IQR)	1.35

Descriptive statistics

Standard deviation	1.4773114
Coefficient of variation (CV)	1.1363934
Kurtosis	4.3762911
Mean	1.3
Median Absolute Deviation (MAD)	0.45
Skewness	2.1624069
Sum	65
Variance	2.182449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
1	8	< 0.1%
0.2	7	< 0.1%
2	6	< 0.1%
0.4	6	< 0.1%
0.9	4	< 0.1%
3	3	< 0.1%
0.3	3	< 0.1%
6	3	< 0.1%
0.7	3	< 0.1%
0.6	3	< 0.1%
Other values (3)	4	< 0.1%
(Missing)	44206	99.9%

Value	Count	Frequency (%)
0.2	7	< 0.1%
0.3	3	< 0.1%
0.4	6	< 0.1%
0.5	2	< 0.1%
0.6	3	< 0.1%
0.7	3	< 0.1%
0.8	1	< 0.1%
0.9	4	< 0.1%
1	8	< 0.1%
2	6	< 0.1%

Value	Count	Frequency (%)
6	3	< 0.1%
4	1	< 0.1%
3	3	< 0.1%
2	6	< 0.1%
1	8	< 0.1%
0.9	4	< 0.1%
0.8	1	< 0.1%
0.7	3	< 0.1%
0.6	3	< 0.1%
0.5	2	< 0.1%

clouds_all
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.013625

Minimum	0
Maximum	100
Zeros	12685
Zeros (%)	28.7%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	75
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	43.987267
Coefficient of variation (CV)	0.77152202
Kurtosis	-1.7190519
Mean	57.013625
Median Absolute Deviation (MAD)	25
Skewness	-0.29457849
Sum	2523195
Variance	1934.8797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	17556	39.7%
0	12685	28.7%
75	3934	8.9%
20	1691	3.8%
40	1685	3.8%
99	384	0.9%
98	322	0.7%
97	208	0.5%
96	168	0.4%
2	168	0.4%
Other values (91)	5455	12.3%

Value	Count	Frequency (%)
0	12685	28.7%
1	158	0.4%
2	168	0.4%
3	94	0.2%
4	91	0.2%
5	92	0.2%
6	74	0.2%
7	74	0.2%
8	60	0.1%
9	82	0.2%

Value	Count	Frequency (%)
100	17556	39.7%
99	384	0.9%
98	322	0.7%
97	208	0.5%
96	168	0.4%
95	150	0.3%
94	141	0.3%
93	131	0.3%
92	105	0.2%
91	101	0.2%

weather_id
Real number (ℝ)

High correlation

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	740.46247

Minimum	200
Maximum	804
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	345.9 KiB

Quantile statistics

Minimum	200
5-th percentile	500
Q1	800
median	800
Q3	804
95-th percentile	804
Maximum	804
Range	604
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	116.27747
Coefficient of variation (CV)	0.15703357
Kurtosis	1.1240406
Mean	740.46247
Median Absolute Deviation (MAD)	3
Skewness	-1.5898262
Sum	32769907
Variance	13520.449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
800	12962	29.3%
804	11263	25.4%
500	5446	12.3%
803	4416	10.0%
802	2585	5.8%
801	2217	5.0%
701	1609	3.6%
600	1485	3.4%
501	1312	3.0%
601	384	0.9%
Other values (9)	577	1.3%

Value	Count	Frequency (%)
200	33	0.1%
201	16	< 0.1%
202	11	< 0.1%
211	50	0.1%
500	5446	12.3%
501	1312	3.0%
502	183	0.4%
503	3	< 0.1%
600	1485	3.4%
601	384	0.9%

Value	Count	Frequency (%)
804	11263	25.4%
803	4416	10.0%
802	2585	5.8%
801	2217	5.0%
800	12962	29.3%
741	128	0.3%
721	142	0.3%
701	1609	3.6%
602	11	< 0.1%
601	384	0.9%

weather_main
Categorical

High correlation

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

Clouds	20481
Clear	12962
Rain	6944
Snow	1880
Mist	1609
Other values (3)	380

Length

Max length	12
Median length	6
Mean length	5.2354483
Min length	3

Characters and Unicode

Total characters	231700
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Snow
2nd row	Snow
3rd row	Snow
4th row	Clouds
5th row	Clear

Common Values

Value	Count	Frequency (%)
Clouds	20481	46.3%
Clear	12962	29.3%
Rain	6944	15.7%
Snow	1880	4.2%
Mist	1609	3.6%
Haze	142	0.3%
Fog	128	0.3%
Thunderstorm	110	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
clouds	20481	46.3%
clear	12962	29.3%
rain	6944	15.7%
snow	1880	4.2%
mist	1609	3.6%
haze	142	0.3%
fog	128	0.3%
thunderstorm	110	0.2%

Most occurring characters

Value	Count	Frequency (%)
C	33443	14.4%
l	33443	14.4%
o	22599	9.8%
s	22200	9.6%
u	20591	8.9%
d	20591	8.9%
a	20048	8.7%
e	13214	5.7%
r	13182	5.7%
n	8934	3.9%
Other values (13)	23455	10.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	231700	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	33443	14.4%
l	33443	14.4%
o	22599	9.8%
s	22200	9.6%
u	20591	8.9%
d	20591	8.9%
a	20048	8.7%
e	13214	5.7%
r	13182	5.7%
n	8934	3.9%
Other values (13)	23455	10.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	231700	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	33443	14.4%
l	33443	14.4%
o	22599	9.8%
s	22200	9.6%
u	20591	8.9%
d	20591	8.9%
a	20048	8.7%
e	13214	5.7%
r	13182	5.7%
n	8934	3.9%
Other values (13)	23455	10.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	231700	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	33443	14.4%
l	33443	14.4%
o	22599	9.8%
s	22200	9.6%
u	20591	8.9%
d	20591	8.9%
a	20048	8.7%
e	13214	5.7%
r	13182	5.7%
n	8934	3.9%
Other values (13)	23455	10.1%

weather_description
Categorical

High correlation

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

sky is clear	12962
overcast clouds	11263
light rain	5446
broken clouds	4416
scattered clouds	2585
Other values (14)	7584

Length

Max length	28
Median length	22
Mean length	12.353489
Min length	3

Characters and Unicode

Total characters	546716
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	light snow
2nd row	light snow
3rd row	light snow
4th row	few clouds
5th row	sky is clear

Common Values

Value	Count	Frequency (%)
sky is clear	12962	29.3%
overcast clouds	11263	25.4%
light rain	5446	12.3%
broken clouds	4416	10.0%
scattered clouds	2585	5.8%
few clouds	2217	5.0%
mist	1609	3.6%
light snow	1485	3.4%
moderate rain	1312	3.0%
snow	384	0.9%
Other values (9)	577	1.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
clouds	20481	20.6%
sky	12962	13.0%
clear	12962	13.0%
is	12962	13.0%
overcast	11263	11.3%
rain	7004	7.0%
light	6964	7.0%
broken	4416	4.4%
scattered	2585	2.6%
few	2217	2.2%
Other values (10)	5635	5.7%

Most occurring characters

Value	Count	Frequency (%)
s	64035	11.7%
	55195	10.1%
c	47291	8.7%
l	40407	7.4%
r	39765	7.3%
o	39590	7.2%
e	39298	7.2%
a	35476	6.5%
i	28965	5.3%
t	26964	4.9%
Other values (13)	129730	23.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	546716	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	64035	11.7%
	55195	10.1%
c	47291	8.7%
l	40407	7.4%
r	39765	7.3%
o	39590	7.2%
e	39298	7.2%
a	35476	6.5%
i	28965	5.3%
t	26964	4.9%
Other values (13)	129730	23.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	546716	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	64035	11.7%
	55195	10.1%
c	47291	8.7%
l	40407	7.4%
r	39765	7.3%
o	39590	7.2%
e	39298	7.2%
a	35476	6.5%
i	28965	5.3%
t	26964	4.9%
Other values (13)	129730	23.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	546716	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	64035	11.7%
	55195	10.1%
c	47291	8.7%
l	40407	7.4%
r	39765	7.3%
o	39590	7.2%
e	39298	7.2%
a	35476	6.5%
i	28965	5.3%
t	26964	4.9%
Other values (13)	129730	23.7%

weather_icon
Categorical

High correlation

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.9 KiB

04n	8002
04d	7677
01n	6736
01d	6226
10d	4098
Other values (11)	11517

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	132768
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	13n
2nd row	13n
3rd row	13n
4th row	02n
5th row	01n

Common Values

Value	Count	Frequency (%)
04n	8002	18.1%
04d	7677	17.3%
01n	6736	15.2%
01d	6226	14.1%
10d	4098	9.3%
10n	2846	6.4%
03d	1608	3.6%
02d	1267	2.9%
50n	1156	2.6%
03n	977	2.2%
Other values (6)	3663	8.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
04n	8002	18.1%
04d	7677	17.3%
01n	6736	15.2%
01d	6226	14.1%
10d	4098	9.3%
10n	2846	6.4%
03d	1608	3.6%
02d	1267	2.9%
50n	1156	2.6%
03n	977	2.2%
Other values (6)	3663	8.3%

Most occurring characters

Value	Count	Frequency (%)
0	42266	31.8%
d	22574	17.0%
1	22006	16.6%
n	21682	16.3%
4	15679	11.8%
3	4465	3.4%
2	2217	1.7%
5	1879	1.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	132768	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	42266	31.8%
d	22574	17.0%
1	22006	16.6%
n	21682	16.3%
4	15679	11.8%
3	4465	3.4%
2	2217	1.7%
5	1879	1.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	132768	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	42266	31.8%
d	22574	17.0%
1	22006	16.6%
n	21682	16.3%
4	15679	11.8%
3	4465	3.4%
2	2217	1.7%
5	1879	1.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	132768	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	42266	31.8%
d	22574	17.0%
1	22006	16.6%
n	21682	16.3%
4	15679	11.8%
3	4465	3.4%
2	2217	1.7%
5	1879	1.4%

Interactions

Correlations

	clouds_all	dew_point	dt	feels_like	humidity	pressure	rain_1h	rain_3h	snow_1h	snow_3h	temp	temp_max	temp_min	timezone	visibility	weather_description	weather_icon	weather_id	weather_main	wind_deg	wind_gust	wind_speed
clouds_all	1.000	-0.074	0.007	-0.204	0.385	-0.277	0.205	0.451	0.105	0.245	-0.201	-0.205	-0.193	0.237	-0.251	0.610	0.546	0.218	0.382	-0.101	0.138	0.162
dew_point	-0.074	1.000	0.087	0.928	0.192	-0.359	0.138	0.143	0.166	0.346	0.923	0.919	0.922	0.658	0.055	0.154	0.155	-0.078	0.158	-0.138	-0.300	-0.388
dt	0.007	0.087	1.000	0.055	0.081	-0.021	0.052	0.076	0.024	0.084	0.056	0.058	0.056	0.156	0.247	0.050	0.053	0.032	0.052	0.017	0.003	0.004
feels_like	-0.204	0.928	0.055	1.000	-0.144	-0.252	-0.008	-0.173	-0.050	0.030	0.995	0.994	0.993	0.742	0.124	0.167	0.184	-0.011	0.172	-0.092	-0.348	-0.455
humidity	0.385	0.192	0.081	-0.144	1.000	-0.302	0.393	0.550	0.398	0.565	-0.166	-0.171	-0.164	0.213	-0.257	0.219	0.228	-0.222	0.231	-0.163	0.020	0.021
pressure	-0.277	-0.359	-0.021	-0.252	-0.302	1.000	-0.186	-0.316	-0.175	-0.185	-0.263	-0.260	-0.268	0.247	0.147	0.134	0.132	0.134	0.147	-0.045	-0.140	-0.087
rain_1h	0.205	0.138	0.052	-0.008	0.393	-0.186	1.000	0.804	NaN	NaN	-0.006	-0.007	-0.002	0.080	-0.161	0.414	0.070	0.581	0.078	-0.118	0.099	0.074
rain_3h	0.451	0.143	0.076	-0.173	0.550	-0.316	0.804	1.000	NaN	NaN	-0.175	-0.178	-0.164	0.159	0.091	0.363	0.184	0.474	0.170	-0.263	-0.132	0.147
snow_1h	0.105	0.166	0.024	-0.050	0.398	-0.175	NaN	NaN	1.000	0.699	-0.021	-0.018	-0.013	0.000	-0.297	0.307	0.000	0.691	0.000	-0.101	0.084	0.098
snow_3h	0.245	0.346	0.084	0.030	0.565	-0.185	NaN	NaN	0.699	1.000	0.132	0.098	0.083	0.000	0.275	0.571	0.364	0.667	1.000	-0.193	0.006	0.067
temp	-0.201	0.923	0.056	0.995	-0.166	-0.263	-0.006	-0.175	-0.021	0.132	1.000	0.999	0.999	0.746	0.127	0.177	0.194	-0.011	0.183	-0.090	-0.301	-0.399
temp_max	-0.205	0.919	0.058	0.994	-0.171	-0.260	-0.007	-0.178	-0.018	0.098	0.999	1.000	0.997	0.747	0.126	0.176	0.195	-0.011	0.182	-0.100	-0.308	-0.407
temp_min	-0.193	0.922	0.056	0.993	-0.164	-0.268	-0.002	-0.164	-0.013	0.083	0.999	0.997	1.000	0.741	0.121	0.176	0.195	-0.014	0.182	-0.091	-0.295	-0.391
timezone	0.237	0.658	0.156	0.742	0.213	0.247	0.080	0.159	0.000	0.000	0.746	0.747	0.741	1.000	0.170	0.312	0.338	0.269	0.285	0.186	0.303	0.298
visibility	-0.251	0.055	0.247	0.124	-0.257	0.147	-0.161	0.091	-0.297	0.275	0.127	0.126	0.121	0.170	1.000	0.255	0.192	0.304	0.279	0.113	0.080	-0.017
weather_description	0.610	0.154	0.050	0.167	0.219	0.134	0.414	0.363	0.307	0.571	0.177	0.176	0.176	0.312	0.255	1.000	0.686	1.000	1.000	0.089	0.103	0.095
weather_icon	0.546	0.155	0.053	0.184	0.228	0.132	0.070	0.184	0.000	0.364	0.194	0.195	0.195	0.338	0.192	0.686	1.000	0.894	0.846	0.111	0.124	0.083
weather_id	0.218	-0.078	0.032	-0.011	-0.222	0.134	0.581	0.474	0.691	0.667	-0.011	-0.011	-0.014	0.269	0.304	1.000	0.894	1.000	0.894	0.085	-0.045	-0.054
weather_main	0.382	0.158	0.052	0.172	0.231	0.147	0.078	0.170	0.000	1.000	0.183	0.182	0.182	0.285	0.279	1.000	0.846	0.894	1.000	0.093	0.095	0.087
wind_deg	-0.101	-0.138	0.017	-0.092	-0.163	-0.045	-0.118	-0.263	-0.101	-0.193	-0.090	-0.100	-0.091	0.186	0.113	0.089	0.111	0.085	0.093	1.000	0.103	0.092
wind_gust	0.138	-0.300	0.003	-0.348	0.020	-0.140	0.099	-0.132	0.084	0.006	-0.301	-0.308	-0.295	0.303	0.080	0.103	0.124	-0.045	0.095	0.103	1.000	0.800
wind_speed	0.162	-0.388	0.004	-0.455	0.021	-0.087	0.074	0.147	0.098	0.067	-0.399	-0.407	-0.391	0.298	-0.017	0.095	0.083	-0.054	0.087	0.092	0.800	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	dt	dt_iso	timezone	city_name	lat	lon	temp	visibility	dew_point	feels_like	temp_min	temp_max	pressure	sea_level	grnd_level	humidity	wind_speed	wind_deg	wind_gust	rain_1h	rain_3h	snow_1h	snow_3h	clouds_all	weather_id	weather_main	weather_description	weather_icon
0	1548892800	2019-01-31 00:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-17.57	1207.0	-21.60	-24.57	-18.45	-17.07	1018	NaN	NaN	68	14.92	240	20.06	NaN	NaN	NaN	NaN	40	600	Snow	light snow	13n
1	1548896400	2019-01-31 01:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-18.42	402.0	-22.58	-25.42	-19.45	-18.07	1019	NaN	NaN	67	15.40	250	19.00	NaN	NaN	NaN	NaN	40	600	Snow	light snow	13n
2	1548900000	2019-01-31 02:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-19.24	3218.0	-23.07	-26.24	-20.45	-18.81	1019	NaN	NaN	69	17.00	240	20.60	NaN	NaN	NaN	NaN	100	600	Snow	light snow	13n
3	1548903600	2019-01-31 03:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-19.40	10000.0	-23.83	-26.40	-20.45	-19.07	1019	NaN	NaN	65	15.40	250	18.00	NaN	NaN	NaN	NaN	20	801	Clouds	few clouds	02n
4	1548907200	2019-01-31 04:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-19.71	10000.0	-24.44	-26.71	-21.45	-19.07	1019	NaN	NaN	63	13.40	250	17.00	NaN	NaN	NaN	NaN	0	800	Clear	sky is clear	01n
5	1548910800	2019-01-31 05:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-20.38	10000.0	-24.62	-27.38	-21.45	-20.07	1019	NaN	NaN	66	12.40	260	15.40	NaN	NaN	NaN	NaN	0	800	Clear	sky is clear	01n
6	1548914400	2019-01-31 06:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-20.39	10000.0	-24.63	-27.39	-21.20	-20.07	1020	NaN	NaN	66	13.90	260	17.50	NaN	NaN	NaN	NaN	0	800	Clear	sky is clear	01n
7	1548918000	2019-01-31 07:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-20.54	10000.0	-24.48	-27.54	-22.45	-20.07	1020	NaN	NaN	68	13.40	260	16.00	NaN	NaN	NaN	NaN	0	800	Clear	sky is clear	01n
8	1548921600	2019-01-31 08:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-20.35	10000.0	-24.15	-27.35	-21.45	-20.07	1020	NaN	NaN	69	13.90	270	17.00	NaN	NaN	NaN	NaN	0	800	Clear	sky is clear	01n
9	1548925200	2019-01-31 09:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	-20.24	10000.0	-23.89	-27.24	-21.45	-19.93	1021	NaN	NaN	70	11.32	270	15.43	NaN	NaN	NaN	NaN	0	800	Clear	sky is clear	01n

	dt	dt_iso	timezone	city_name	lat	lon	temp	visibility	dew_point	feels_like	temp_min	temp_max	pressure	sea_level	grnd_level	humidity	wind_speed	wind_deg	wind_gust	rain_1h	rain_3h	snow_1h	snow_3h	clouds_all	weather_id	weather_main	weather_description	weather_icon
44246	1704045600	2023-12-31 18:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.74	10000.0	-1.03	-2.82	1.03	2.34	1015	NaN	NaN	81	5.14	70	NaN	NaN	NaN	NaN	NaN	100	804	Clouds	overcast clouds	04d
44247	1704049200	2023-12-31 19:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.26	10000.0	-0.58	-3.93	0.89	2.34	1015	NaN	NaN	87	6.17	70	NaN	NaN	NaN	0.10	NaN	100	600	Snow	light snow	13d
44248	1704049200	2023-12-31 19:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.26	10000.0	-0.58	-3.93	0.89	2.34	1015	NaN	NaN	87	6.17	70	NaN	NaN	NaN	0.10	NaN	100	500	Rain	light rain	10d
44249	1704052800	2023-12-31 20:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.26	10000.0	-0.58	-3.42	0.89	2.34	1015	NaN	NaN	87	5.14	70	NaN	NaN	NaN	0.15	NaN	100	500	Rain	light rain	10d
44250	1704052800	2023-12-31 20:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.26	10000.0	-0.58	-3.42	0.89	2.34	1015	NaN	NaN	87	5.14	70	NaN	NaN	NaN	0.15	NaN	100	600	Snow	light snow	13d
44251	1704056400	2023-12-31 21:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.24	10000.0	-0.46	-3.71	0.54	2.34	1015	NaN	NaN	88	5.66	60	NaN	NaN	NaN	0.19	NaN	100	600	Snow	light snow	13d
44252	1704060000	2023-12-31 22:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.10	10000.0	-0.72	-4.13	0.47	1.79	1016	NaN	NaN	87	6.17	50	9.77	NaN	NaN	0.27	NaN	100	500	Rain	light rain	10n
44253	1704060000	2023-12-31 22:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	1.10	10000.0	-0.72	-4.13	0.47	1.79	1016	NaN	NaN	87	6.17	50	9.77	NaN	NaN	0.27	NaN	100	600	Snow	light snow	13n
44254	1704063600	2023-12-31 23:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	0.95	10000.0	-0.71	-5.36	-0.02	1.79	1016	NaN	NaN	88	8.75	50	11.83	NaN	NaN	0.31	NaN	100	500	Rain	light rain	10n
44255	1704063600	2023-12-31 23:00:00 +0000 UTC	-18000	Toronto	43.653226	-79.383184	0.95	10000.0	-0.71	-5.36	-0.02	1.79	1016	NaN	NaN	88	8.75	50	11.83	NaN	NaN	0.31	NaN	100	600	Snow	light snow	13n

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters